{"id":"W3152736999","doi":"10.1111/imig.12852","title":"Intelligent careers of a resilient mobile workforce: Edu‐immigrants","year":2021,"lang":"en","type":"article","venue":"International Migration","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Immigration; Workforce; Public relations; Coping (psychology); Workforce development; Globalization; Sociology; Political science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003129446,0.00006037854,0.00008415635,0.00006525252,0.00009768102,0.00004558574,0.0001683151,0.00005835333,0.001213961],"category_scores_gemma":[0.0003520169,0.0000641359,0.00007983,0.0002413055,0.0001007814,0.0001321225,0.00002120841,0.00006352041,0.00006132918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001985642,"about_ca_system_score_gemma":0.0003252106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003471215,"about_ca_topic_score_gemma":0.01620956,"domain_scores_codex":[0.9988397,0.0001222915,0.0002638635,0.0001752089,0.0004818525,0.0001170769],"domain_scores_gemma":[0.9989974,0.00009090108,0.00009103429,0.0001398765,0.000609874,0.00007092107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001047732,0.001229909,0.6255924,0.00003402325,0.0001278968,0.000007669202,0.1605515,0.001856115,0.006723226,0.09770161,0.02769953,0.07837138],"study_design_scores_gemma":[0.0002605499,0.00004731044,0.07004763,0.00008365167,0.00001981735,0.000001961144,0.02054611,0.0001339963,0.02252399,0.0041806,0.8819335,0.000220904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795339,0.0002074218,0.001005598,0.004190558,0.001658473,0.0001690809,0.00001516474,0.00003376287,0.01318604],"genre_scores_gemma":[0.9908502,0.0001737204,0.0005428473,0.0001730538,0.0002163039,0.00003933909,0.00006011551,0.000004863136,0.007939535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8542339,"threshold_uncertainty_score":0.9996991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228640307404267,"score_gpt":0.3655774100941288,"score_spread":0.3332910070200861,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}